#!/usr/bin/env python3 # -*- coding: utf-8 -*- import os import argparse import itertools PREFIXES = {"dp4a": "conv_bias_int8_implicit_gemm_cdiv4hwn4", "imma": "conv_bias_int8_implicit_gemm"} ACTIVATIONS = {1: ("IDENTITY", "_id"), 2: ("RELU", "_relu"), 3: ("H_SWISH", "_hswish")} BIASES = {1: ("PerElementBiasVisitor", "_per_elem"), 2: ("PerChannelBiasVisitor", "_per_chan")} SUFFIXES = {"dp4a": ["", "_ld_64bit", "_ld_64bit_unroll_width", "_unroll_width"], "imma": ["_imma16x16x16_cdiv4hwn4", "_imma8x32x16_cdiv4hwn4", "_imma32x8x16_cdiv4hwn4", "_imma16x16x16_cdiv4hwn4_reorder_filter", "_imma8x32x16_cdiv4hwn4_reorder_filter", "_imma32x8x16_cdiv4hwn4_reorder_filter", "_imma16x16x16_cdiv4hwn4_unroll_width", "_imma8x32x16_cdiv4hwn4_unroll_width", "_imma32x8x16_cdiv4hwn4_unroll_width"]} def main(): parser = argparse.ArgumentParser( description='generate cuda conv bias (dp4a/imma) kern impl files', formatter_class=argparse.ArgumentDefaultsHelpFormatter) parser.add_argument('--type', type=str, choices=['dp4a', 'imma'], default='dp4a', help='generate cuda conv bias kernel file') parser.add_argument('output', help='output directory') args = parser.parse_args() if not os.path.isdir(args.output): os.makedirs(args.output) inst = ''' template void megdnn::cuda::conv_bias_int8::do_PREFIXSUFFIX>>( const int8_t* d_src, const int8_t* d_filter, BIAS bias, IConvEpilogue> epilogue, const ConvParam& param, float alpha, float beta, cudaStream_t stream);''' for suffix in SUFFIXES[args.type]: for _, act in ACTIVATIONS.items(): prefix = PREFIXES[args.type] bias = BIASES[2] fname = "{}{}{}{}.cu".format(prefix, suffix, bias[1], act[1]) fname = os.path.join(args.output, fname) with open(fname, "w") as fout: w = lambda s: print(s, file=fout) w('// generated by gen_cuda_conv_bias_kern_impls.py') cur_inst = inst.replace("PREFIX", prefix).replace("SUFFIX", suffix).replace("BIAS", bias[0]).replace("ACTIVATION", act[0]) w('#include "../{}{}.cuinl"'.format(prefix, suffix)) w(cur_inst) print('generated {}'.format(fname)) os.utime(args.output) if __name__ == '__main__': main()